Air Quality Data Report

Dataset statistics

Number of variables	32
Number of observations	130223
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	8235
Duplicate rows (%)	6.3%
Total size in memory	31.8 MiB
Average record size in memory	256.0 B

Variable types

NUM	27
CAT	4
DATE	1

Warnings

Dataset has 8235 (6.3%) duplicate rows	Duplicates
`PUNTO_MUESTREO` has a high cardinality: 153 distinct values	High cardinality
`H02` is highly correlated with `H01` and 1 other fields	High correlation
`H01` is highly correlated with `H02`	High correlation
`H03` is highly correlated with `H02` and 1 other fields	High correlation
`H04` is highly correlated with `H03` and 2 other fields	High correlation
`H05` is highly correlated with `H04` and 1 other fields	High correlation
`H06` is highly correlated with `H04` and 2 other fields	High correlation
`H07` is highly correlated with `H06`	High correlation
`H09` is highly correlated with `H08` and 1 other fields	High correlation
`H08` is highly correlated with `H09`	High correlation
`H10` is highly correlated with `H09` and 1 other fields	High correlation
`H11` is highly correlated with `H10` and 1 other fields	High correlation
`H12` is highly correlated with `H11` and 1 other fields	High correlation
`H13` is highly correlated with `H12` and 1 other fields	High correlation
`H14` is highly correlated with `H13` and 2 other fields	High correlation
`H15` is highly correlated with `H14` and 3 other fields	High correlation
`H16` is highly correlated with `H14` and 3 other fields	High correlation
`H17` is highly correlated with `H15` and 2 other fields	High correlation
`H18` is highly correlated with `H15` and 3 other fields	High correlation
`H19` is highly correlated with `H18` and 1 other fields	High correlation
`H20` is highly correlated with `H19` and 1 other fields	High correlation
`H21` is highly correlated with `H20` and 1 other fields	High correlation
`H22` is highly correlated with `H21` and 1 other fields	High correlation
`H23` is highly correlated with `H22` and 1 other fields	High correlation
`H24` is highly correlated with `H23`	High correlation

Reproduction

Analysis started	2021-11-23 18:53:59.183224
Analysis finished	2021-11-23 18:57:19.614732
Duration	3 minutes and 20.43 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

ESTACION
Real number (ℝ_≥0)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	35.65312579
Minimum	4
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	1017.4 KiB

Quantile statistics

Minimum	4
5-th percentile	8
Q1	18
median	38
Q3	54
95-th percentile	59
Maximum	60
Range	56
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	17.74843326
Coefficient of variation (CV)	0.4978086175
Kurtosis	-1.318000621
Mean	35.65312579
Median Absolute Deviation (MAD)	17
Skewness	-0.2350420895
Sum	4642857
Variance	315.0068832
Monotocity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
24	10892	8.4%
8	10117	7.8%
55	7937	6.1%
18	7878	6.0%
38	7804	6.0%
11	5415	4.2%
35	5409	4.2%
57	5304	4.1%
36	5303	4.1%
56	5247	4.0%
Other values (14)	58917	45.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	3872	3.0%
8	10117	7.8%
11	5415	4.2%
16	4463	3.4%
17	4450	3.4%

Value	Count	Frequency (%)
60	4719	3.6%
59	3743	2.9%
58	3738	2.9%
57	5304	4.1%
56	5247	4.0%

MAGNITUD
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1017.4 KiB

NO(µg/m^3)	21937
NO_2	21937
NOx(µg/m^3)	21937
O_3(µg/m^3)	12139
PM10(µg/m^3)	11104
Other values (9)	41169

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
NO(µg/m^3)	21937	16.8%
NO_2	21937	16.8%
NOx(µg/m^3)	21937	16.8%
O_3(µg/m^3)	12139	9.3%
PM10(µg/m^3)	11104	8.5%
SO_2(µg/m^3)	7732	5.9%
CO(µg/m^3)	7492	5.8%
PM2.5(µg/m^3)	5874	4.5%
EBE(µg/m^3)	4858	3.7%
BEN(µg/m^3)	4828	3.7%
Other values (4)	10385	8.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	11
Mean length	9.858427467
Min length	4

PUNTO_MUESTREO
Categorical

HIGH CARDINALITY

Distinct	153
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1017.4 KiB

28079011_8_8	967
28079011_7_8	967
28079011_12_8	967
28079048_12_8	963
28079048_8_8	963
Other values (148)	125396

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
28079011_8_8	967	0.7%
28079011_7_8	967	0.7%
28079011_12_8	967	0.7%
28079048_12_8	963	0.7%
28079048_8_8	963	0.7%
28079048_7_8	963	0.7%
28079027_7_8	955	0.7%
28079027_8_8	955	0.7%
28079027_12_8	955	0.7%
28079040_8_8	953	0.7%
Other values (143)	120615	92.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	14
Median length	13
Mean length	12.85934128
Min length	12

ANO
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1017.4 KiB

2019	49991
2020	49761
2021	30471

Frequencies
Length

Value	Count	Frequency (%)
2019	49991	38.4%
2020	49761	38.2%
2021	30471	23.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

MES
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.0079863
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	1017.4 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.187981587
Coefficient of variation (CV)	0.5306239774
Kurtosis	-1.028993673
Mean	6.0079863
Median Absolute Deviation (MAD)	3
Skewness	0.07151033124
Sum	782378
Variance	10.1632266
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
9	19677	15.1%
5	12226	9.4%
1	12156	9.3%
4	11854	9.1%
3	11794	9.1%
8	11584	8.9%
7	11531	8.9%
6	11270	8.7%
2	11249	8.6%
10	8445	6.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	12156	9.3%
2	11249	8.6%
3	11794	9.1%
4	11854	9.1%
5	12226	9.4%

Value	Count	Frequency (%)
12	8437	6.5%
10	8445	6.5%
9	19677	15.1%
8	11584	8.9%
7	11531	8.9%

DIA
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.64799613
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	1017.4 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	16
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.771763249
Coefficient of variation (CV)	0.5605678309
Kurtosis	-1.189272312
Mean	15.64799613
Median Absolute Deviation (MAD)	8
Skewness	0.01266880175
Sum	2037729
Variance	76.94383049
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
19	4382	3.4%
8	4374	3.4%
4	4368	3.4%
20	4363	3.4%
6	4359	3.3%
17	4346	3.3%
25	4342	3.3%
18	4337	3.3%
3	4328	3.3%
5	4308	3.3%
Other values (21)	86716	66.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4306	3.3%
2	4285	3.3%
3	4328	3.3%
4	4368	3.4%
5	4308	3.3%

Value	Count	Frequency (%)
31	2339	1.8%
30	3846	3.0%
29	3876	3.0%
28	4103	3.2%
27	4240	3.3%

H01
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6754
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.73482856
Minimum	0
Maximum	769
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	1
median	9
Q3	27
95-th percentile	86
Maximum	769
Range	769
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	39.6897386
Coefficient of variation (CV)	1.745768106
Kurtosis	40.92998472
Mean	22.73482856
Median Absolute Deviation (MAD)	8
Skewness	4.893816846
Sum	2960597.58
Variance	1575.27535
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	13888	10.7%
0.2	4590	3.5%
0.1	4559	3.5%
2	3760	2.9%
5	3396	2.6%
9	3333	2.6%
8	3196	2.5%
6	3065	2.4%
0.3	3038	2.3%
10	2954	2.3%
Other values (6744)	84444	64.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	14	< 0.1%
0.02	24	< 0.1%
0.03	57	< 0.1%
0.04	91	0.1%

Value	Count	Frequency (%)
769	1	< 0.1%
767	1	< 0.1%
705	1	< 0.1%
701	1	< 0.1%
699	1	< 0.1%

H02
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6697
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.55732229
Minimum	0
Maximum	641
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.15
Q1	1
median	8
Q3	22.77
95-th percentile	76.459
Maximum	641
Range	641
Interquartile range (IQR)	21.77

Descriptive statistics

Standard deviation	33.66224295
Coefficient of variation (CV)	1.721209195
Kurtosis	40.94939438
Mean	19.55732229
Median Absolute Deviation (MAD)	7
Skewness	4.781772643
Sum	2546813.18
Variance	1133.146601
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	15557	11.9%
0.1	5320	4.1%
0.2	5074	3.9%
5	3900	3.0%
2	3762	2.9%
6	3745	2.9%
8	3688	2.8%
9	3666	2.8%
7	3484	2.7%
4	3394	2.6%
Other values (6687)	78633	60.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	16	< 0.1%
0.02	38	< 0.1%
0.03	62	< 0.1%
0.04	87	0.1%

Value	Count	Frequency (%)
641	1	< 0.1%
633	1	< 0.1%
619	1	< 0.1%
618	1	< 0.1%
604	1	< 0.1%

H03
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6672
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.0438001
Minimum	0
Maximum	617
Zeros	5
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1
median	7
Q3	19
95-th percentile	70.53
Maximum	617
Range	617
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	28.68835882
Coefficient of variation (CV)	1.683213759
Kurtosis	38.71823173
Mean	17.0438001
Median Absolute Deviation (MAD)	6
Skewness	4.47486043
Sum	2219494.78
Variance	823.021932
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	16847	12.9%
0.1	6094	4.7%
0.2	5371	4.1%
5	4499	3.5%
6	4331	3.3%
7	4063	3.1%
4	4022	3.1%
9	3986	3.1%
8	3932	3.0%
2	3818	2.9%
Other values (6662)	73260	56.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.01	16	< 0.1%
0.02	42	< 0.1%
0.03	82	0.1%
0.04	95	0.1%

Value	Count	Frequency (%)
617	1	< 0.1%
593	1	< 0.1%
588	1	< 0.1%
558	1	< 0.1%
555	1	< 0.1%

H04
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6650
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.26720933
Minimum	0
Maximum	613
Zeros	3
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1
median	6
Q3	17
95-th percentile	65.78
Maximum	613
Range	613
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	24.90740167
Coefficient of variation (CV)	1.631431203
Kurtosis	36.39608198
Mean	15.26720933
Median Absolute Deviation (MAD)	5.1
Skewness	4.173199944
Sum	1988141.8
Variance	620.3786579
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	17647	13.6%
0.1	6695	5.1%
0.2	5494	4.2%
5	4975	3.8%
6	4557	3.5%
4	4333	3.3%
8	4302	3.3%
7	4199	3.2%
9	4087	3.1%
2	3977	3.1%
Other values (6640)	69957	53.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	19	< 0.1%
0.02	51	< 0.1%
0.03	77	0.1%
0.04	103	0.1%

Value	Count	Frequency (%)
613	1	< 0.1%
548	1	< 0.1%
546	1	< 0.1%
509	1	< 0.1%
508	1	< 0.1%

H05
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6560
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.38705774
Minimum	0
Maximum	520
Zeros	4
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1
median	6
Q3	16
95-th percentile	62
Maximum	520
Range	520
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	22.75060967
Coefficient of variation (CV)	1.581324694
Kurtosis	30.8825671
Mean	14.38705774
Median Absolute Deviation (MAD)	5
Skewness	3.840594664
Sum	1873525.82
Variance	517.5902404
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	17799	13.7%
0.1	7082	5.4%
0.2	5569	4.3%
5	4968	3.8%
6	4836	3.7%
7	4321	3.3%
4	4317	3.3%
8	4284	3.3%
9	4141	3.2%
2	4038	3.1%
Other values (6550)	68868	52.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.01	18	< 0.1%
0.02	49	< 0.1%
0.03	78	0.1%
0.04	103	0.1%

Value	Count	Frequency (%)
520	1	< 0.1%
515	1	< 0.1%
485	1	< 0.1%
456	1	< 0.1%
445	1	< 0.1%

H06
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6520
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14.47586694
Minimum	0
Maximum	489
Zeros	7
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1
median	6
Q3	17
95-th percentile	60
Maximum	489
Range	489
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	22.02681957
Coefficient of variation (CV)	1.521623518
Kurtosis	27.43333097
Mean	14.47586694
Median Absolute Deviation (MAD)	5.4
Skewness	3.654431142
Sum	1885090.82
Variance	485.1807805
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	16693	12.8%
0.1	7216	5.5%
0.2	5633	4.3%
5	4594	3.5%
6	4489	3.4%
7	4291	3.3%
9	4231	3.2%
8	4202	3.2%
2	4167	3.2%
4	3976	3.1%
Other values (6510)	70731	54.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	< 0.1%
0.01	11	< 0.1%
0.02	51	< 0.1%
0.03	83	0.1%
0.04	112	0.1%

Value	Count	Frequency (%)
489	1	< 0.1%
443	1	< 0.1%
413	1	< 0.1%
393	1	< 0.1%
389	1	< 0.1%

H07
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6369
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.04218325
Minimum	0
Maximum	492
Zeros	4
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1
median	8
Q3	23
95-th percentile	63
Maximum	492
Range	492
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	24.91989419
Coefficient of variation (CV)	1.462247754
Kurtosis	30.28823627
Mean	17.04218325
Median Absolute Deviation (MAD)	7.3
Skewness	3.880931592
Sum	2219284.23
Variance	621.0011265
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12931	9.9%
0.1	6809	5.2%
0.2	5568	4.3%
2	4436	3.4%
5	3577	2.7%
9	3474	2.7%
6	3462	2.7%
8	3452	2.7%
4	3338	2.6%
7	3191	2.5%
Other values (6359)	79985	61.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.01	11	< 0.1%
0.02	42	< 0.1%
0.03	76	0.1%
0.04	115	0.1%

Value	Count	Frequency (%)
492	1	< 0.1%
481	1	< 0.1%
443	1	< 0.1%
438	1	< 0.1%
437	1	< 0.1%

H08
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6049
Distinct (%)	4.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.55491119
Minimum	0
Maximum	739
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1.44
median	11
Q3	33
95-th percentile	81
Maximum	739
Range	739
Interquartile range (IQR)	31.56

Descriptive statistics

Standard deviation	35.51378486
Coefficient of variation (CV)	1.507701921
Kurtosis	32.09890127
Mean	23.55491119
Median Absolute Deviation (MAD)	10.4
Skewness	4.167026302
Sum	3067391.2
Variance	1261.228915
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	7888	6.1%
0.1	5734	4.4%
0.2	4868	3.7%
2	3889	3.0%
0.3	3385	2.6%
5	3154	2.4%
4	3120	2.4%
6	3044	2.3%
8	2826	2.2%
9	2780	2.1%
Other values (6039)	89535	68.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	7	< 0.1%
0.02	30	< 0.1%
0.03	67	0.1%
0.04	88	0.1%

Value	Count	Frequency (%)
739	1	< 0.1%
676	1	< 0.1%
667	2	< 0.1%
648	1	< 0.1%
647	1	< 0.1%

H09
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6079
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	29.03072122
Minimum	0.01
Maximum	1115
Zeros	0
Zeros (%)	0.0%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.2
Q1	2
median	13
Q3	39
95-th percentile	102
Maximum	1115
Range	1114.99
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	46.39512419
Coefficient of variation (CV)	1.598138876
Kurtosis	36.42846673
Mean	29.03072122
Median Absolute Deviation (MAD)	12.2
Skewness	4.581319856
Sum	3780467.61
Variance	2152.507549
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4836	3.7%
0.1	4462	3.4%
0.2	4265	3.3%
0.3	3389	2.6%
2	3188	2.4%
5	3095	2.4%
9	2840	2.2%
6	2788	2.1%
4	2783	2.1%
7	2599	2.0%
Other values (6069)	95978	73.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	7	< 0.1%
0.02	17	< 0.1%
0.03	54	< 0.1%
0.04	71	0.1%
0.05	96	0.1%

Value	Count	Frequency (%)
1115	1	< 0.1%
860	1	< 0.1%
856	1	< 0.1%
844	1	< 0.1%
811	1	< 0.1%

H10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6626
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.53855625
Minimum	0
Maximum	961
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	2.32
median	13.24
Q3	38
95-th percentile	97
Maximum	961
Range	961
Interquartile range (IQR)	35.68

Descriptive statistics

Standard deviation	45.32744855
Coefficient of variation (CV)	1.588288075
Kurtosis	43.86389581
Mean	28.53855625
Median Absolute Deviation (MAD)	12.34
Skewness	4.971398809
Sum	3716376.41
Variance	2054.577592
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	4114	3.2%
0.1	3899	3.0%
1	3760	2.9%
0.3	3436	2.6%
5	3160	2.4%
6	2975	2.3%
2	2918	2.2%
9	2832	2.2%
4	2805	2.2%
8	2693	2.1%
Other values (6616)	97631	75.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	7	< 0.1%
0.02	13	< 0.1%
0.03	46	< 0.1%
0.04	66	0.1%

Value	Count	Frequency (%)
961	1	< 0.1%
954	1	< 0.1%
913	1	< 0.1%
895	1	< 0.1%
857	1	< 0.1%

H11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6953
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.12036376
Minimum	0
Maximum	978
Zeros	3
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	2.1
median	13
Q3	34
95-th percentile	83
Maximum	978
Range	978
Interquartile range (IQR)	31.9

Descriptive statistics

Standard deviation	37.38577382
Coefficient of variation (CV)	1.488265623
Kurtosis	40.9775453
Mean	25.12036376
Median Absolute Deviation (MAD)	12
Skewness	4.631820229
Sum	3271249.13
Variance	1397.696084
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	4528	3.5%
0.1	3928	3.0%
1	3828	2.9%
0.3	3506	2.7%
5	3446	2.6%
2	3328	2.6%
6	3235	2.5%
9	3155	2.4%
4	3120	2.4%
3	3018	2.3%
Other values (6943)	95131	73.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	6	< 0.1%
0.02	23	< 0.1%
0.03	46	< 0.1%
0.04	82	0.1%

Value	Count	Frequency (%)
978	1	< 0.1%
856	1	< 0.1%
715	1	< 0.1%
712	1	< 0.1%
698	1	< 0.1%

H12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7106
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.38207352
Minimum	0
Maximum	676
Zeros	3
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	2
median	12
Q3	32
95-th percentile	81.389
Maximum	676
Range	676
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	33.35165576
Coefficient of variation (CV)	1.426377166
Kurtosis	32.04735107
Mean	23.38207352
Median Absolute Deviation (MAD)	11
Skewness	4.045109934
Sum	3044883.76
Variance	1112.332942
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	4971	3.8%
1	4379	3.4%
0.1	4206	3.2%
2	3637	2.8%
5	3571	2.7%
6	3452	2.7%
0.3	3450	2.6%
4	3437	2.6%
9	3345	2.6%
3	3336	2.6%
Other values (7096)	92439	71.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	7	< 0.1%
0.02	25	< 0.1%
0.03	51	< 0.1%
0.04	88	0.1%

Value	Count	Frequency (%)
676	1	< 0.1%
639	1	< 0.1%
631	1	< 0.1%
607	1	< 0.1%
583	1	< 0.1%

H13
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6885
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.40233
Minimum	0
Maximum	525
Zeros	2
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	2
median	11
Q3	30
95-th percentile	83
Maximum	525
Range	525
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	31.41966877
Coefficient of variation (CV)	1.402517897
Kurtosis	22.5582284
Mean	22.40233
Median Absolute Deviation (MAD)	10
Skewness	3.431050527
Sum	2917298.62
Variance	987.1955858
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	5117	3.9%
1	4981	3.8%
0.1	4475	3.4%
2	4080	3.1%
5	3853	3.0%
9	3657	2.8%
3	3594	2.8%
0.3	3589	2.8%
4	3570	2.7%
6	3488	2.7%
Other values (6875)	89819	69.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.01	7	< 0.1%
0.02	35	< 0.1%
0.03	52	< 0.1%
0.04	107	0.1%

Value	Count	Frequency (%)
525	1	< 0.1%
511	1	< 0.1%
490	1	< 0.1%
489	1	< 0.1%
488	1	< 0.1%

H14
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6521
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21.56608011
Minimum	0
Maximum	525
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	2
median	10
Q3	27
95-th percentile	85.359
Maximum	525
Range	525
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	30.5697544
Coefficient of variation (CV)	1.417492388
Kurtosis	16.56352748
Mean	21.56608011
Median Absolute Deviation (MAD)	9
Skewness	3.0402389
Sum	2808399.65
Variance	934.5098843
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5781	4.4%
0.2	5306	4.1%
0.1	4757	3.7%
2	4492	3.4%
5	3959	3.0%
4	3847	3.0%
6	3785	2.9%
3	3697	2.8%
0.3	3629	2.8%
9	3500	2.7%
Other values (6511)	87470	67.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	14	< 0.1%
0.02	32	< 0.1%
0.03	58	< 0.1%
0.04	119	0.1%

Value	Count	Frequency (%)
525	1	< 0.1%
483	1	< 0.1%
447	1	< 0.1%
444	1	< 0.1%
433	1	< 0.1%

H15
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6294
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.63410281
Minimum	0
Maximum	484
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.18
Q1	1.76
median	9
Q3	25
95-th percentile	87
Maximum	484
Range	484
Interquartile range (IQR)	23.24

Descriptive statistics

Standard deviation	30.28484089
Coefficient of variation (CV)	1.467708151
Kurtosis	14.21386727
Mean	20.63410281
Median Absolute Deviation (MAD)	8
Skewness	2.927154856
Sum	2687034.77
Variance	917.1715877
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	6942	5.3%
0.2	5363	4.1%
0.1	5071	3.9%
2	4786	3.7%
3	4088	3.1%
5	4081	3.1%
4	4081	3.1%
6	3919	3.0%
7	3830	2.9%
9	3791	2.9%
Other values (6284)	84271	64.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	11	< 0.1%
0.02	31	< 0.1%
0.03	59	< 0.1%
0.04	107	0.1%

Value	Count	Frequency (%)
484	1	< 0.1%
453	1	< 0.1%
426	1	< 0.1%
418	1	< 0.1%
415	1	< 0.1%

H16
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6205
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.75097287
Minimum	0
Maximum	511
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.11
Q1	1.4
median	8
Q3	22
95-th percentile	87.779
Maximum	511
Range	511
Interquartile range (IQR)	20.6

Descriptive statistics

Standard deviation	29.96771945
Coefficient of variation (CV)	1.517278143
Kurtosis	12.51765298
Mean	19.75097287
Median Absolute Deviation (MAD)	7.1
Skewness	2.847620991
Sum	2572030.94
Variance	898.0642089
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	8377	6.4%
0.1	5616	4.3%
0.2	5497	4.2%
2	5117	3.9%
5	4353	3.3%
6	4300	3.3%
4	4240	3.3%
3	4233	3.3%
7	4034	3.1%
8	3968	3.0%
Other values (6195)	80488	61.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	5	< 0.1%
0.02	36	< 0.1%
0.03	81	0.1%
0.04	101	0.1%

Value	Count	Frequency (%)
511	1	< 0.1%
474	1	< 0.1%
446	1	< 0.1%
426	1	< 0.1%
412	1	< 0.1%

H17
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6181
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.4822804
Minimum	0.01
Maximum	552
Zeros	0
Zeros (%)	0.0%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	1.23
median	8
Q3	22
95-th percentile	88.94
Maximum	552
Range	551.99
Interquartile range (IQR)	20.77

Descriptive statistics

Standard deviation	29.9963948
Coefficient of variation (CV)	1.539675756
Kurtosis	11.19316048
Mean	19.4822804
Median Absolute Deviation (MAD)	7
Skewness	2.77890763
Sum	2537041
Variance	899.7837013
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9304	7.1%
0.1	6212	4.8%
0.2	5554	4.3%
2	5092	3.9%
5	4653	3.6%
6	4534	3.5%
4	4340	3.3%
3	4329	3.3%
7	4160	3.2%
8	3971	3.0%
Other values (6171)	78074	60.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	3	< 0.1%
0.02	43	< 0.1%
0.03	82	0.1%
0.04	107	0.1%
0.05	150	0.1%

Value	Count	Frequency (%)
552	1	< 0.1%
420	1	< 0.1%
409	1	< 0.1%
403	1	< 0.1%
375	1	< 0.1%

H18
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6335
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20.45696759
Minimum	0.01
Maximum	766
Zeros	0
Zeros (%)	0.0%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.1
Q1	1.22
median	8
Q3	23
95-th percentile	91.589
Maximum	766
Range	765.99
Interquartile range (IQR)	21.78

Descriptive statistics

Standard deviation	32.27924829
Coefficient of variation (CV)	1.577909735
Kurtosis	21.74285904
Mean	20.45696759
Median Absolute Deviation (MAD)	7.2
Skewness	3.381062121
Sum	2663967.69
Variance	1041.94987
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9432	7.2%
0.1	6274	4.8%
0.2	5446	4.2%
2	5062	3.9%
5	4394	3.4%
4	4227	3.2%
3	4224	3.2%
6	4175	3.2%
7	3898	3.0%
8	3877	3.0%
Other values (6325)	79214	60.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01	9	< 0.1%
0.02	43	< 0.1%
0.03	82	0.1%
0.04	109	0.1%
0.05	137	0.1%

Value	Count	Frequency (%)
766	1	< 0.1%
592	1	< 0.1%
572	1	< 0.1%
564	1	< 0.1%
539	1	< 0.1%

H19
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6605
Distinct (%)	5.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	22.85162368
Minimum	0
Maximum	1186
Zeros	2
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	1.21
median	9
Q3	26
95-th percentile	96
Maximum	1186
Range	1186
Interquartile range (IQR)	24.79

Descriptive statistics

Standard deviation	40.02731248
Coefficient of variation (CV)	1.751617874
Kurtosis	68.2878626
Mean	22.85162368
Median Absolute Deviation (MAD)	8
Skewness	5.689536271
Sum	2975806.99
Variance	1602.185744
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	9686	7.4%
0.1	6015	4.6%
0.2	5145	4.0%
2	4865	3.7%
5	4078	3.1%
4	3840	2.9%
3	3790	2.9%
6	3773	2.9%
8	3614	2.8%
7	3584	2.8%
Other values (6595)	81833	62.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	< 0.1%
0.01	6	< 0.1%
0.02	37	< 0.1%
0.03	64	< 0.1%
0.04	99	0.1%

Value	Count	Frequency (%)
1186	1	< 0.1%
1114	1	< 0.1%
1018	1	< 0.1%
1017	1	< 0.1%
961	1	< 0.1%

H20
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6877
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	25.9277421
Minimum	0
Maximum	1484
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.12
Q1	1.21
median	9
Q3	29.745
95-th percentile	102
Maximum	1484
Range	1484
Interquartile range (IQR)	28.535

Descriptive statistics

Standard deviation	49.50924494
Coefficient of variation (CV)	1.909508539
Kurtosis	86.24334763
Mean	25.9277421
Median Absolute Deviation (MAD)	8.5
Skewness	6.812088282
Sum	3376388.36
Variance	2451.165334
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10055	7.7%
0.1	5590	4.3%
0.2	4775	3.7%
2	4360	3.3%
5	3537	2.7%
6	3507	2.7%
4	3415	2.6%
3	3378	2.6%
8	3294	2.5%
0.3	3211	2.5%
Other values (6867)	85101	65.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	7	< 0.1%
0.02	32	< 0.1%
0.03	54	< 0.1%
0.04	90	0.1%

Value	Count	Frequency (%)
1484	1	< 0.1%
1341	1	< 0.1%
1330	1	< 0.1%
1222	1	< 0.1%
1203	1	< 0.1%

H21
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7054
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	28.76243045
Minimum	0
Maximum	1254
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	1.26
median	10
Q3	34
95-th percentile	106
Maximum	1254
Range	1254
Interquartile range (IQR)	32.74

Descriptive statistics

Standard deviation	55.01673945
Coefficient of variation (CV)	1.912798696
Kurtosis	64.79191996
Mean	28.76243045
Median Absolute Deviation (MAD)	9.5
Skewness	6.21028461
Sum	3745529.98
Variance	3026.841619
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10209	7.8%
0.1	4883	3.7%
0.2	4375	3.4%
2	3995	3.1%
0.3	3282	2.5%
5	3190	2.4%
4	3090	2.4%
3	2903	2.2%
6	2877	2.2%
9	2821	2.2%
Other values (7044)	88598	68.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	5	< 0.1%
0.02	25	< 0.1%
0.03	53	< 0.1%
0.04	83	0.1%

Value	Count	Frequency (%)
1254	1	< 0.1%
1247	1	< 0.1%
1234	1	< 0.1%
1233	1	< 0.1%
1198	1	< 0.1%

H22
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7179
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	30.44835436
Minimum	0
Maximum	1113
Zeros	1
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	1.3
median	11
Q3	37
95-th percentile	109.39
Maximum	1113
Range	1113
Interquartile range (IQR)	35.7

Descriptive statistics

Standard deviation	56.19809844
Coefficient of variation (CV)	1.845685904
Kurtosis	46.58238947
Mean	30.44835436
Median Absolute Deviation (MAD)	10.4
Skewness	5.441646976
Sum	3965076.05
Variance	3158.226268
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10316	7.9%
0.1	4128	3.2%
0.2	3963	3.0%
2	3723	2.9%
0.3	3322	2.6%
5	2908	2.2%
4	2686	2.1%
6	2653	2.0%
3	2640	2.0%
9	2594	2.0%
Other values (7169)	91290	70.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	6	< 0.1%
0.02	20	< 0.1%
0.03	48	< 0.1%
0.04	90	0.1%

Value	Count	Frequency (%)
1113	1	< 0.1%
1088	1	< 0.1%
1085	1	< 0.1%
1013	1	< 0.1%
971	1	< 0.1%

H23
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6956
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	29.36865915
Minimum	0
Maximum	926
Zeros	5
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	1.3
median	11
Q3	36
95-th percentile	109
Maximum	926
Range	926
Interquartile range (IQR)	34.7

Descriptive statistics

Standard deviation	52.73111803
Coefficient of variation (CV)	1.795489463
Kurtosis	38.67244281
Mean	29.36865915
Median Absolute Deviation (MAD)	10.3
Skewness	4.984892309
Sum	3824474.9
Variance	2780.570809
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	10888	8.4%
2	3853	3.0%
0.2	3809	2.9%
0.1	3741	2.9%
0.3	3353	2.6%
5	2767	2.1%
9	2672	2.1%
6	2551	2.0%
4	2538	1.9%
3	2508	1.9%
Other values (6946)	91543	70.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	< 0.1%
0.01	6	< 0.1%
0.02	14	< 0.1%
0.03	48	< 0.1%
0.04	96	0.1%

Value	Count	Frequency (%)
926	1	< 0.1%
894	1	< 0.1%
884	1	< 0.1%
873	1	< 0.1%
865	1	< 0.1%

H24
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6813
Distinct (%)	5.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.3123922
Minimum	0
Maximum	936
Zeros	4
Zeros (%)	< 0.1%
Memory size	1017.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0.2
Q1	1.1
median	10
Q3	31
95-th percentile	99
Maximum	936
Range	936
Interquartile range (IQR)	29.9

Descriptive statistics

Standard deviation	46.90331203
Coefficient of variation (CV)	1.782555979
Kurtosis	41.47756975
Mean	26.3123922
Median Absolute Deviation (MAD)	9.1
Skewness	5.020363684
Sum	3426478.65
Variance	2199.92068
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	12229	9.4%
0.2	4252	3.3%
0.1	3950	3.0%
2	3755	2.9%
0.3	3138	2.4%
5	3048	2.3%
9	2969	2.3%
8	2745	2.1%
6	2669	2.0%
4	2598	2.0%
Other values (6803)	88870	68.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
0.01	8	< 0.1%
0.02	13	< 0.1%
0.03	49	< 0.1%
0.04	81	0.1%

Value	Count	Frequency (%)
936	1	< 0.1%
875	1	< 0.1%
872	1	< 0.1%
817	1	< 0.1%
800	1	< 0.1%

FECHA
Date

Distinct	941
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	1017.4 KiB

Minimum	2019-01-01 00:00:00
Maximum	2021-09-30 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

CALLE
Categorical

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1017.4 KiB

Casa de Campo	10892
Escuelas Aguirre	10117
Urbanización Embajada	7937
Farolillo	7878
Cuatro Caminos	7804
Other values (19)	85595

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
Casa de Campo	10892	8.4%
Escuelas Aguirre	10117	7.8%
Urbanización Embajada	7937	6.1%
Farolillo	7878	6.0%
Cuatro Caminos	7804	6.0%
Avenida Ramón y Cajal	5415	4.2%
Plaza del Carmen	5409	4.2%
Sanchinarro	5304	4.1%
Moratalaz	5303	4.1%
Plaza Elíptica	5247	4.0%
Other values (14)	58917	45.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	22
Median length	14
Mean length	13.98851969
Min length	6

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	ESTACION	MAGNITUD	PUNTO_MUESTREO	ANO	MES	DIA	H01	H02	H03	H04	H05	H06	H07	H08	H09	H10	H11	H12	H13	H14	H15	H16	H17	H18	H19	H20	H21	H22	H23	H24	FECHA	CALLE
0	4	SO_2(µg/m^3)	28079004_1_38	2019	1	1	23.00	17.00	19.00	14.00	13.00	12.00	11.00	12.00	11.00	12.00	16.00	25.00	23.00	22.00	19.00	18.00	17.00	18.00	23.00	28.00	26.00	24.00	19.00	16.00	2019-01-01	Plaza de España
1	11	BEN(µg/m^3)	28079011_30_59	2019	1	1	1.30	1.20	1.00	0.80	0.60	0.50	0.60	0.40	0.40	0.40	0.40	0.30	0.30	0.30	0.60	0.60	0.60	0.60	1.80	1.70	1.30	2.00	3.00	1.90	2019-01-01	Avenida Ramón y Cajal
2	56	CO(µg/m^3)	28079056_6_48	2019	1	1	0.60	0.80	0.70	0.60	0.60	0.60	0.60	0.50	0.50	0.50	0.50	0.50	0.40	0.30	0.30	0.30	0.30	0.60	0.80	1.80	1.20	1.00	0.80	0.60	2019-01-01	Plaza Elíptica
3	11	EBE(µg/m^3)	28079011_35_59	2019	1	1	0.40	0.40	0.40	0.30	0.20	0.10	0.20	0.10	0.10	0.20	0.10	0.10	0.10	0.10	0.20	0.30	0.30	0.30	0.90	1.20	0.60	0.70	1.00	0.80	2019-01-01	Avenida Ramón y Cajal
4	55	NMHC(mg/m^3)	28079055_44_2	2019	1	1	0.15	0.15	0.15	0.37	0.19	0.17	0.34	0.20	0.16	0.25	0.16	0.18	0.16	0.15	0.17	0.19	0.16	0.15	0.27	0.34	0.31	0.30	0.21	0.20	2019-01-01	Urbanización Embajada
5	16	CO(µg/m^3)	28079016_6_48	2019	1	1	0.60	0.50	0.80	0.40	0.40	0.30	0.40	0.40	0.30	0.30	0.20	0.20	0.30	0.40	0.50	0.50	0.40	0.40	0.80	1.60	1.60	1.60	1.30	0.90	2019-01-01	Arturo Soria
6	55	CH_4(mg/m^3)	28079055_43_2	2019	1	1	1.48	1.47	1.44	2.01	1.57	1.49	2.07	1.59	1.45	1.84	1.49	1.51	1.41	1.38	1.43	1.44	1.39	1.68	2.21	1.89	1.95	1.82	1.68	1.52	2019-01-01	Urbanización Embajada
7	16	NO(µg/m^3)	28079016_7_8	2019	1	1	18.00	10.00	18.00	11.00	7.00	1.00	3.00	9.00	3.00	3.00	4.00	5.00	8.00	10.00	15.00	17.00	17.00	26.00	81.00	201.00	157.00	190.00	156.00	52.00	2019-01-01	Arturo Soria
8	55	TCH(mg/m^3)	28079055_42_2	2019	1	1	1.63	1.62	1.58	2.38	1.76	1.66	2.41	1.80	1.62	2.09	1.64	1.69	1.57	1.53	1.60	1.63	1.55	1.82	2.48	2.23	2.25	2.11	1.89	1.71	2019-01-01	Urbanización Embajada
9	16	NO_2	28079016_8_8	2019	1	1	53.00	44.00	54.00	43.00	42.00	20.00	34.00	45.00	35.00	19.00	16.00	20.00	23.00	32.00	44.00	54.00	60.00	75.00	95.00	130.00	121.00	125.00	120.00	80.00	2019-01-01	Arturo Soria

Last rows

	ESTACION	MAGNITUD	PUNTO_MUESTREO	ANO	MES	DIA	H01	H02	H03	H04	H05	H06	H07	H08	H09	H10	H11	H12	H13	H14	H15	H16	H17	H18	H19	H20	H21	H22	H23	H24	FECHA	CALLE
130213	54	NOx(µg/m^3)	28079054_12_8	2021	9	30	31.0	10.0	11.0	8.0	9.0	16.0	24.0	50.0	93.0	107.0	75.0	68.0	29.0	22.0	21.0	15.0	26.0	20.0	23.0	36.0	159.0	208.0	199.0	151.0	2021-09-30	Ensanche de Vallecas
130214	24	EBE(µg/m^3)	28079024_35_59	2021	9	30	0.1	0.1	0.1	0.1	0.1	0.1	0.1	0.1	0.1	0.1	0.1	0.2	0.2	0.1	0.1	0.1	0.1	0.1	0.1	0.1	0.2	0.3	0.4	0.3	2021-09-30	Casa de Campo
130215	4	NO(µg/m^3)	28079004_7_8	2021	9	30	3.0	2.0	1.0	1.0	1.0	1.0	1.0	2.0	14.0	22.0	13.0	19.0	14.0	12.0	5.0	9.0	20.0	12.0	8.0	4.0	1.0	8.0	33.0	14.0	2021-09-30	Plaza de España
130216	60	PM10(µg/m^3)	28079060_10_47	2021	9	30	7.0	7.0	5.0	3.0	2.0	3.0	5.0	9.0	15.0	16.0	15.0	16.0	22.0	21.0	17.0	10.0	13.0	14.0	13.0	19.0	31.0	30.0	31.0	21.0	2021-09-30	Tres Olivos
130217	58	NO_2	28079058_8_8	2021	9	30	14.0	4.0	3.0	4.0	6.0	6.0	11.0	23.0	16.0	10.0	11.0	8.0	10.0	11.0	11.0	11.0	9.0	11.0	17.0	28.0	52.0	41.0	40.0	30.0	2021-09-30	El Pardo
130218	27	NO(µg/m^3)	28079027_7_8	2021	9	30	8.0	1.0	1.0	1.0	1.0	4.0	5.0	14.0	29.0	24.0	17.0	12.0	12.0	5.0	4.0	3.0	3.0	3.0	1.0	1.0	1.0	13.0	9.0	2.0	2021-09-30	Barajas
130219	38	PM10(µg/m^3)	28079038_10_47	2021	9	30	3.0	5.0	8.0	4.0	4.0	9.0	6.0	6.0	9.0	12.0	16.0	13.0	23.0	23.0	28.0	23.0	28.0	32.0	15.0	12.0	23.0	23.0	29.0	37.0	2021-09-30	Cuatro Caminos
130220	54	NO_2	28079054_8_8	2021	9	30	29.0	9.0	10.0	7.0	7.0	14.0	22.0	41.0	62.0	63.0	48.0	41.0	21.0	17.0	18.0	13.0	22.0	18.0	21.0	32.0	111.0	134.0	126.0	114.0	2021-09-30	Ensanche de Vallecas
130221	38	NO(µg/m^3)	28079038_7_8	2021	9	30	6.0	3.0	5.0	1.0	1.0	1.0	3.0	6.0	13.0	32.0	22.0	22.0	11.0	8.0	10.0	5.0	5.0	5.0	4.0	7.0	17.0	25.0	24.0	21.0	2021-09-30	Cuatro Caminos
130222	49	NO(µg/m^3)	28079049_7_8	2021	9	30	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	6.0	6.0	7.0	3.0	2.0	2.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	13.0	2021-09-30	Retiro

Most frequent

	ESTACION	MAGNITUD	PUNTO_MUESTREO	ANO	MES	DIA	H01	H02	H03	H04	H05	H06	H07	H08	H09	H10	H11	H12	H13	H14	H15	H16	H17	H18	H19	H20	H21	H22	H23	H24	FECHA	CALLE	count
0	4	CO(µg/m^3)	28079004_6_48	2019	9	1	0.7	0.5	0.5	0.4	0.4	0.4	0.3	0.3	0.3	0.4	0.4	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	2019-09-01	Plaza de España	2
1	4	CO(µg/m^3)	28079004_6_48	2019	9	2	0.2	0.2	0.2	0.2	0.2	0.2	0.2	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.5	0.5	0.3	0.3	2019-09-02	Plaza de España	2
2	4	CO(µg/m^3)	28079004_6_48	2019	9	3	0.3	0.3	0.3	0.2	0.3	0.3	0.3	0.3	0.5	0.6	0.5	0.4	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.4	0.4	0.4	0.4	0.4	2019-09-03	Plaza de España	2
3	4	CO(µg/m^3)	28079004_6_48	2019	9	4	0.3	0.3	0.4	0.3	0.3	0.3	0.3	0.6	0.8	0.9	0.6	0.4	0.4	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.4	0.6	0.3	0.3	2019-09-04	Plaza de España	2
4	4	CO(µg/m^3)	28079004_6_48	2019	9	5	0.3	0.3	0.3	0.2	0.2	0.2	0.2	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	2019-09-05	Plaza de España	2
5	4	CO(µg/m^3)	28079004_6_48	2019	9	6	0.3	0.3	0.3	0.2	0.2	0.2	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.4	0.4	0.3	0.3	2019-09-06	Plaza de España	2
6	4	CO(µg/m^3)	28079004_6_48	2019	9	7	0.3	0.3	0.3	0.2	0.2	0.2	0.2	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.4	0.4	0.6	0.5	0.3	2019-09-07	Plaza de España	2
7	4	CO(µg/m^3)	28079004_6_48	2019	9	8	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.2	0.3	0.2	0.2	0.3	0.3	0.3	0.4	0.4	0.4	2019-09-08	Plaza de España	2
8	4	CO(µg/m^3)	28079004_6_48	2019	9	9	0.5	0.4	0.3	0.3	0.3	0.3	0.3	0.5	0.7	0.8	0.6	0.5	0.4	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.4	0.4	0.3	2019-09-09	Plaza de España	2
9	4	CO(µg/m^3)	28079004_6_48	2019	9	11	0.2	0.2	0.2	0.2	0.2	0.2	0.2	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.3	0.4	0.3	2019-09-11	Plaza de España	2

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent